Usage patterns
〈人〉と親密になるto become close/intimate with someone
The two of them quickly became close.
〈人〉と親密な関係を築くto build a close relationship with someone
The two countries have built a close relationship.
親密さを深めるto deepen the closeness (between people)
They deepened their closeness through the trip.